integrate.ai offers a privacy-preserving machine learning and analytics platform that leverages federated learning and differential privacy technologies to unlock a range of machine learning and analytics capabilities on data that would otherwise be difficult or impossible to access due to privacy, confidentiality, or technical hurdles. With integrate.ai’s solution, collaboration barriers can be broken as data does not need to move. It allows data to stay distributed in its original protected environments, while unlocking its value with privacy-protective machine learning and analytics. Operations such as model training and analytics are performed locally, and only end-results are aggregated in a secure and confidential manner.